Plotting wind direction as arrows with precipitation
Hello All, Thank you so much for replying. Sorry I have been out of contact, I was in the field with limited internet collecting more data. I will read over the suggestions and will provide feedback or more questions. Looks like I have some looking up to do on the packages suggested. Also something I should have included was a general picture idea. See picture attached of the goal in mind. I was able to create a rose diagram with the wind data, but that is more of a summary vs time series showing the direction and time. I have also separated the degrees into 8 categories, to simply things. Rose diagram, also attached. Thank you again and talk soon!
On Tue, Aug 11, 2015 at 12:52 PM, John Kane <jrkrideau at inbox.com> wrote:
Thanks Bert, I think that arrow() would do what the OP needs. The main problem would be calculating the angles properly if I understand the issue. Still there cannot be "that" many points on a compass, can there? John Kane Kingston ON Canada
-----Original Message----- From: bgunter.4567 at gmail.com Sent: Tue, 11 Aug 2015 07:55:55 -0700 To: jrkrideau at inbox.com Subject: Re: [R] Plotting wind direction as arrows with precipitation ... don't know if this will help, but grid graphics, which is the graphics engine for both trellis and ggplot, has a basic arrow() function. Trellis's provides an interface to it with the panel.arrows() panel function. I suspect ggplot has something similar, but as I don't use it, I don't know for sure. There is also an arrows() function in the basic (non-grid) graphics engine, but this is probably irrelevant for your needs. Cheers, Bert Bert Gunter "Data is not information. Information is not knowledge. And knowledge is certainly not wisdom." -- Clifford Stoll On Tue, Aug 11, 2015 at 7:16 AM, John Kane <jrkrideau at inbox.com> wrote:
Hi, Good example and data. Thanks. Here are a couple of approaches that may help. I tend to use a lot of what I tend to think of as the ggplot family of associated so you may need to install a couple packages. I used lubridate to transform your character dates to POSIXct. Jeff N's code does exatly the same in base R. so you don't really need the lubridate package. I changed the data set name to dat1 and transformed the column names to lower case just for my convenience. Data is now in dput() form. See ?dput() for more information. It is the preferred way to share data on R-help Given what appears to be vastly different y-scales for rainfall and wind direction it struck me that it might be better to have the data in two plots so I included that option. I am not really sure how to get the arrows you want. You may be able to do it using scale_shape_manual but I am not sure if the required symbols are available. You may have to manually draw them. See
for how to draw an arrow.
John Kane
Kingston ON Canada
##============Start code==============
library(ggplot2)
library(reshape2)
library(lubridate)
library(gridExtra)
dat1 <- structure(list(deal1 = c("10/22/2012 0:00", "10/22/2012 0:15",
"10/22/2012 0:30", "10/22/2012 0:45", "10/22/2012 1:00", "10/22/2012
1:15"
), rainfall_cm = c(0L, 0L, 0L, 0L, 0L, 0L), wind_direction1 = c(296L,
317L, 323L, 323L, 326L, 326L), wind_direction2 = c("W", "NW",
"NW", "NW", "NW", "NW")), .Names = c("deal1", "rainfall_cm",
"wind_direction1", "wind_direction2"), class = "data.frame", row.names =
c(NA,
-6L))
dat1$deal1 <- mdy_hm(dat1$deal1) # Lazy man's equivalent of Jeff N's
Sandy$Deal1 <- as.POSIXct( Sandy$Deal1, format="%m/%d/%Y %H:%M")
dat2 <- melt(dat1[ , 1:3], id.var = "deal1") # use reshape to
rearrange data.
p <- ggplot(dat2, aes(deal1, value, colour = variable) )+ geom_point()
p
## possible option
g1 <- ggplot(dat1, aes(deal1, wind_direction1)) + geom_point() +
theme(axis.title.x=element_blank())
g2 <- ggplot(dat1, aes(deal1, rainfall_cm ) )+ geom_point()
grid.arrange( g1, g2, ncol=1)
##===========end code==================
-----Original Message-----
From: rhelp10 at gmail.com
Sent: Mon, 10 Aug 2015 00:05:27 -0400
To: r-help at r-project.org
Subject: [R] Plotting wind direction as arrows with precipitation
Hello R users!
I am trying to create a time series in R with two variables,
precipitation
and wind direction vs Date/Time.
I am looking for suggestions and maybe even sample code.
My workbook is called "Sandy" and has columns with Date/Time,
Raindall_cm,
Wind Direction in both degree format (0-359) and in character form (N,
NW,
S, SW, SE, E, NE, NW).
I have done some reading for it on stackoverflow and other sites but
not
making head way.
I will be graphing with ggplot most likely and am a beginner in R, self
taught from books and online resources.
This is the code I have and a small peak into the data.
Sandy<-read.csv("Sandy.csv", header=TRUE,
sep=",",stringsAsFactors=FALSE)
head(Sandy)
Deal1 Rainfall_cm Wind_Direction1 Wind_Direction2 1 10/22/2012 0:00 0 296 W 2 10/22/2012 0:15 0 317 NW 3 10/22/2012 0:30 0 323 NW 4 10/22/2012 0:45 0 323 NW 5 10/22/2012 1:00 0 326 NW 6 10/22/2012 1:15 0 326 NW
class(Sandy)
[1] "data.frame"
str(Sandy)
'data.frame': 1832 obs. of 4 variables: $ Deal1 : chr "10/22/2012 0:00" "10/22/2012 0:15" "10/22/2012 0:30" "10/22/2012 0:45" ... $ Rainfall_cm : num 0 0 0 0 0 0 0 0 0 0 ... $ Wind_Direction: num 296 317 323 323 326 326 $ Wind_Direction: chr "W" "NW" "NW" "NW" ...
require(ggplot2)
Loading required package: ggplot2 # this graph does the precipitation vs time graph, but not the wind
ggplot(Sandy, aes(x = Deal1, y = Rainfall_cm, group = 1)) +
geom_line(stat = "identity")
Ideally I want it to have the precipitation graph vs time, then wind vs
time on the same graph. I would like the wind direction to be arrows
pointing in the designated direction (i.e. North points north).
Thank you!
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